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Roof stability for rock cavities and tunnels: Revisiting limit state plastic analysis 岩洞和隧道顶板稳定性:极限状态塑性分析重述
IF 7 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2025-02-01 DOI: 10.1016/j.ijrmms.2024.106008
Dowon Park
Previous observations of the roof stability analyses for deep-depth tunnels in continuum rock mass suggest that the critical roof failure mechanism involves a π/2-rotation of the failure envelope utilized in the analysis. In this study, the results obtained from the kinematic approach of the limit analysis and limit equilibrium method demonstrated that the failure profile of a roof collapse in a physical space is equivalent to the rotated and scaled shear strength envelope in the stress plane. An analytical technique employing parametric expressions is presented to account directly and accurately for the generalized Hoek–Brown criterion without requiring knowledge of its closed-form shear strength envelope or replacing it with approximated functions. The solutions obtained from the two independent methods, that is, the pure and lesser forms of the upper-bound approach, were identical owing to the rigid-block translational mechanism. In addition, several interesting aspects of the mechanics of incipient roof collapse are investigated by inspecting the stress state and failure mechanism in compliance with static force equilibrium and kinematic compatibility. The proposed method overcomes the limitations of conventional studies conducted in this category.
以往对连续岩体中深部巷道顶板稳定性分析的观察表明,顶板的临界破坏机制涉及分析中使用的破坏包络线的π/2旋转。在本研究中,利用极限分析的运动学方法和极限平衡方法得到的结果表明,在物理空间中顶板坍塌的破坏剖面相当于应力平面中旋转和缩放的抗剪强度包络线。提出了一种采用参数表达式的解析技术,可以直接准确地解释广义Hoek-Brown准则,而不需要了解其封闭形式的抗剪强度包络或用近似函数代替它。由于刚块平移机制的存在,两种独立方法(即纯上界方法和小上界方法)得到的解是相同的。此外,通过检查应力状态和破坏机制,遵循静力平衡和运动相容,研究了早期顶板坍塌力学的几个有趣方面。所提出的方法克服了在这一类别中进行的传统研究的局限性。
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引用次数: 0
Thermally induced fracture modeling during a long-term water injection
IF 7 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2025-02-01 DOI: 10.1016/j.ijrmms.2024.106022
Yuhao Liu , Keita Yoshioka , Tao You , Hanzhang Li , Fengshou Zhang
Significant volumes of water are injected into the subsurface for purposes such as maintaining reservoir pressure, enhancing production efficiency, or water disposal. In these operations, injection pressures are typically kept low to prevent the formation from fracturing. However, fractures may still be induced even at low injection pressures if the injected water cools the formation, causing thermal contraction. In this study, we numerically investigate thermally induced fractures during water injection using a variational thermo-hydro-mechanical phase-field model. Our simulation results show that cold water injection can nucleate multiple thermal fractures nearly orthogonal to a stimulated fracture, even if the injection pressure is below the fracturing pressure. Further simulation scenarios reveal that thermal fracture propagation is more likely with larger temperature differences, smaller in-situ stress anisotropy, and lower formation permeability. This study highlights the significant impact of thermal effects on fracture initiation and propagation, suggesting the need for careful consideration when regulating or managing fracture initiation during water injection.
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引用次数: 0
A high-fidelity digital rock representation based on digital grinding combined with deep learning for four-dimensional lattice spring model 基于数字磨削结合深度学习的四维点阵弹簧模型高保真数字岩石表示
IF 7 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2025-02-01 DOI: 10.1016/j.ijrmms.2024.106004
Gao-Feng Zhao, Yu-Hang Wu, Xin-Dong Wei
This paper introduces a method for constructing high-fidelity digital rock using digital grinding and deep learning, specifically for the Four-Dimensional Lattice Spring Model (4D-LSM). Initially, rock sequence images are captured with a self-designed digital grinding equipment. Bicubic interpolation is then applied to fill missing pixels, ensuring uniform resolution. The images are subsequently deblurred using DeblurGAN, a deep learning network trained with existing high-definition images. This process results in high-fidelity 3D true-color digital rock geometry reconstruction. An Artificial Neural Network (ANN) identifies mineral components, which are then mapped into the 4D-LSM to create the high-fidelity 3D true-color Grain-Based Model (GBM). The mechanical behavior of the GBM is analyzed using the 4D-LSM, incorporating strength reduction factors which can be easily calibrated through a modified Newton algorithm. Results demonstrate that the high-fidelity 3D true-color GBM accurately replicates the mechanical behavior and failure processes of granite, offering improved consistency with experimental data compared to homogeneous models.
本文介绍了一种利用数字磨削和深度学习构建高保真数字岩石的方法,特别是针对四维晶格弹簧模型(4D-LSM)。最初,岩石序列图像是用自行设计的数字研磨设备捕获的。然后应用双三次插值来填充缺失的像素,确保均匀的分辨率。随后使用DeblurGAN(一种用现有高清图像训练的深度学习网络)对图像进行去模糊处理。这一过程产生了高保真三维真彩色数字岩石几何重建。人工神经网络(ANN)识别矿物成分,然后将其映射到4D-LSM中,以创建高保真的3D真色颗粒模型(GBM)。利用4D-LSM分析了GBM的力学行为,并结合了强度折减因子,该折减因子可以通过改进的牛顿算法轻松校准。结果表明,与均质模型相比,高保真三维真彩色GBM模型准确地复制了花岗岩的力学行为和破坏过程,提高了与实验数据的一致性。
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引用次数: 0
Visualization of the dynamic propagation of two simultaneously-stimulated hydraulic fractures: Competition and interaction
IF 7 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2025-02-01 DOI: 10.1016/j.ijrmms.2025.106036
Luchao Wang , Kang Duan , Qiangyong Zhang , Xiufeng Zhang , Chuancheng Liu , Di Wang
Deepening the understanding of the dynamic propagation and interaction of multiple hydraulic fractures is the key to the optimization of hydraulic fracturing design. By conducting two-hole hydraulic fracturing experiments on transparent polymethyl methacrylate (PMMA) samples, we visualize the dynamic propagation of fractures stimulated from two holes in three dimensions with the aid of high-speed cameras and image reconstruction methods. The characteristics of hydraulic fracture growth were discussed in conjunction with extended finite element method (XFEM) simulation and theoretical analysis. The competition between the boundary stress and the internal stress from the holes controls the growth mode of the fractures. The reduction of boundary stress difference intensifies the stress concentration between holes, resulting in the transformation of planar fractures formed from a single hole into spiral fractures connecting two holes. The propagation of double-hole spiral fractures can be divided into hole connection, deflection and rapid propagation stages. The fractures first connect the two holes dominated by the stress concentration, and then reoriente to the σH direction under the control of the boundary stress. The propagation of single-hole planar fractures can be divided into upward propagation, bilateral synchronization and downward propagation stages. The fracture propagating in the σH direction first appears on the single-hole side under the control of boundary stresses, and then deflects towards the adjacent hole influenced by the attraction stresses from adjacent holes. The propagation of two-hole hydraulic fractures has obvious sequence, and the stress repulsion of the primary fracture makes the secondary fracture propagate in opposite direction.
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引用次数: 0
Modelling microwave fracturing of rocks: A continuum-discontinuum numerical approach 岩石微波破裂模拟:连续-非连续数值方法
IF 7 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2025-02-01 DOI: 10.1016/j.ijrmms.2024.105975
Yinjiang Nie, Yanlong Zheng, Jianchun Li
Existing numerical models cannot well reproduce the fracturing process and reveal the underlying mechanisms of rocks under microwave irradiation. In this work, the electromagnetic-thermal-mechanical multiphysics is decoupled into microwave-induced heating (continuum-based) and thermally-driven fracturing (discontinuum-based), with temperature serving as the key interlink. The rigid-body spring-subset network (RBSSN) model is proposed to calculate the progressive fracturing of rocks under open-ended microwave irradiation, where the individual contacts between adjacent tetrahedral blocks are disassembled into three hypothetical spring-subsets. To depict failure characteristics of large-scale rocks under microwave irradiation, a variable-sized block model is developed by densifying the rigid-blocks near the irradiation. This electromagnetic-thermal-mechanical decoupling framework effectively captures the microwave fracturing process, revealing that microwave irradiation induces tensile-dominant progressive failure and regionalized deterioration (localized damage and macroscopic radial fissure). The fracturing rate of rocks is time-dependent, progressing through silent, violent and slowdown periods of rupturing with extended exposure time. The reason why high-power microwave is more effective in promoting visible fractures under the identical input energy is analyzed by combining the thermal deformation theory and RBSSN simulation. It is found that, power levels should be kept within reasonable scopes to maximize fracturing effects as excessive power densities lead to initiation of numerous microcracks around the high temperature zone and susceptibility to spalling.
现有的数值模型不能很好地再现岩石在微波辐射作用下的压裂过程和揭示岩石的潜在机理。在这项工作中,电磁-热-机械多物理场被解耦为微波诱导加热(基于连续介质)和热驱动压裂(基于非连续介质),温度是关键的互连环节。将相邻四面体块体之间的单个接触分解为三个假设的弹簧子集,提出了计算开放式微波辐照下岩石渐进破裂的刚体弹簧子集网络(RBSSN)模型。为了描述大尺度岩石在微波辐照下的破坏特征,通过对辐照附近的刚性块体进行致密化,建立了变尺寸块体模型。这种电磁-热-机械解耦框架有效地捕获了微波压裂过程,揭示了微波辐射导致以拉伸为主的渐进性破坏和区区化恶化(局部损伤和宏观径向裂缝)。岩石的破裂速率与时间有关,随着暴露时间的延长,会经历无声破裂、剧烈破裂和缓慢破裂阶段。结合热变形理论和RBSSN模拟,分析了在相同输入能量下,大功率微波对可见裂缝的促进作用更有效的原因。研究发现,为了使压裂效果最大化,应控制在合理的功率范围内,因为过大的功率密度会导致高温区周围产生大量微裂纹,容易剥落。
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引用次数: 0
A nonlinear inversion method for predicting the in-situ stress field in deep coal seam based on improved long short-term memory neural network 基于改进长短期记忆神经网络的深部煤层地应力场非线性反演方法
IF 7 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2025-02-01 DOI: 10.1016/j.ijrmms.2024.106020
Jiaxing Zhou , Bisheng Wu , Yuanxun Nie , Haitao Zhang
Existence of discontinuous geological structures, such as folds and fault, poses a great challenge in predicting the in-situ stress fields (ISSF). This paper proposes a discontinuous intelligent inversion method to predict the ISSFs in the deep coal seam area (DCSA) of the Shanghai Temple, which exhibits distinct discontinuous geological features. The proposed method consists of three key components. First, a discontinuous loading model was developed to address the problem of accuracy in the numerical simulation of discontinuous tectonic regions such as folds and faults. The simulation data generated is used as a sample dataset for the training of the inversion algorithm and their completeness is fully guaranteed. Second, the statistical distribution patterns of horizontal, maximum and minimum lateral pressure coefficients (LPCs) of the ISSF in the typical DCSAs of China is statistically calculated. By applying Gaussian- and Cauchy-type fuzzy membership functions, the degree of influence of faults and folds on the local ISSF is quantified and the geological structure influence model is constructed. The influence value enriches the input data dimension of the algorithm and lays a more detailed data foundation for the stress inversion. Third, the improved Long Short-Term Memory (LSTM) network algorithm was constructed by optimizing the network hierarchy and multi-parameter cyclic learning. An inversion analysis is carried out using the ISSF around the borehole as an example, and the relative error strictly controlled within 1 %. The improved LSTM algorithm achieves an accuracy of 88.58 % at each measurement point in the Shanghai Temple deep coal seam project, which is significantly higher than that of the back propagation neural network (BPNN). The discontinuous intelligent inversion method proposed in this study can provide an effective tool for predicting the ISSF in DCSA.
褶皱、断裂等不连续地质构造的存在,给地应力场的预测带来了很大的挑战。本文提出了一种非连续智能反演方法,用于预测具有明显非连续地质特征的上海庙深部煤层区(DCSA)的issf。该方法由三个关键部分组成。首先,针对褶皱、断裂等非连续构造区域的数值模拟精度问题,建立了非连续加载模型;生成的仿真数据作为反演算法训练的样本数据集,其完整性得到充分保证。其次,统计计算了中国典型干旱地区ISSF水平、最大和最小侧压力系数的统计分布格局。利用高斯型和柯西型模糊隶属函数,量化了断层和褶皱对局部ISSF的影响程度,建立了地质构造影响模型。影响值丰富了算法的输入数据维度,为应力反演奠定了更详细的数据基础。第三,通过优化网络层次和多参数循环学习,构建改进的长短期记忆(LSTM)网络算法。以井眼周围ISSF为例进行反演分析,相对误差严格控制在1%以内。改进的LSTM算法在上海寺深煤层工程中,每个测点的精度达到了88.58%,显著高于反向传播神经网络(BPNN)。本文提出的不连续智能反演方法可为预测DCSA的ISSF提供有效工具。
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引用次数: 0
Hydro-mechanical insights for radioactive waste disposal from gas injection experiments in shale
IF 7 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2025-02-01 DOI: 10.1016/j.ijrmms.2025.106039
Qazim Llabjani , Alessio Ferrari , Paul Marschall , Lyesse Laloui
Disposal of radioactive waste in deep geological repositories relies on the integrity of geological barriers, where gas migration can compromise long-term safety. This study examines the hydro-mechanical response of a shale under varying gas pressure build-up rates, using gas injection tests conducted in a high-pressure oedometer cell to simulate in-situ stress conditions. The research highlights that gas-induced porewater redistribution plays a key role during gas invasion processes. Results indicate that rapid gas pressure build-up leads to undrained conditions associated with significant porewater pressure development and expansive strains, while slower gas injection results in a drained response with less deformation. Additionally, a delayed gas breakthrough during rapid pressure build-up suggests the impedance of gas movement by porewater. However, once steady-state is achieved, both tests converge to similar gas flow rates and equilibrium states, indicating that the long-term gas transport properties of Opalinus Clay, selected as the host geomaterial for the Swiss repository, are not significantly influenced by initial gas pressure rates. Furthermore, neither the water intrinsic permeability nor the pore size distribution of the material is altered by gas invasion, highlighting the robustness of Opalinus Clay as a geological barrier for radioactive waste disposal. These findings emphasize the importance of understanding both short-term and long-term hydro-mechanical responses of shales subjected to gas transport to ensure the long-term containment and isolation of radioactive waste.
{"title":"Hydro-mechanical insights for radioactive waste disposal from gas injection experiments in shale","authors":"Qazim Llabjani ,&nbsp;Alessio Ferrari ,&nbsp;Paul Marschall ,&nbsp;Lyesse Laloui","doi":"10.1016/j.ijrmms.2025.106039","DOIUrl":"10.1016/j.ijrmms.2025.106039","url":null,"abstract":"<div><div>Disposal of radioactive waste in deep geological repositories relies on the integrity of geological barriers, where gas migration can compromise long-term safety. This study examines the hydro-mechanical response of a shale under varying gas pressure build-up rates, using gas injection tests conducted in a high-pressure oedometer cell to simulate in-situ stress conditions. The research highlights that gas-induced porewater redistribution plays a key role during gas invasion processes. Results indicate that rapid gas pressure build-up leads to undrained conditions associated with significant porewater pressure development and expansive strains, while slower gas injection results in a drained response with less deformation. Additionally, a delayed gas breakthrough during rapid pressure build-up suggests the impedance of gas movement by porewater. However, once steady-state is achieved, both tests converge to similar gas flow rates and equilibrium states, indicating that the long-term gas transport properties of Opalinus Clay, selected as the host geomaterial for the Swiss repository, are not significantly influenced by initial gas pressure rates. Furthermore, neither the water intrinsic permeability nor the pore size distribution of the material is altered by gas invasion, highlighting the robustness of Opalinus Clay as a geological barrier for radioactive waste disposal. These findings emphasize the importance of understanding both short-term and long-term hydro-mechanical responses of shales subjected to gas transport to ensure the long-term containment and isolation of radioactive waste.</div></div>","PeriodicalId":54941,"journal":{"name":"International Journal of Rock Mechanics and Mining Sciences","volume":"186 ","pages":"Article 106039"},"PeriodicalIF":7.0,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143077710","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Single objective optimization for modeling elastoplastic damage of rock
IF 7 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2025-02-01 DOI: 10.1016/j.ijrmms.2025.106034
Bozo Vazic, Eric C. Bryant, Kane C. Bennett
A unified objective optimization framework is developed for damage-coupled multisurface plasticity in the context of normal-dissipative media. The framework is shown to be advantageous in rock and soil mechanics applications to overcome difficulty associated with non-smoothness of the elastic domain due to the use of multiple intersecting yield-surfaces. The basic approach is one of mathematical programming, where the evolution of internal variables over a finite time step incrementally minimizes a suitable convex functional of the internal-energy and dissipative terms. A variant of the Broyden–Fletcher–Goldfarb–Shanno algorithm (BFGS) is employed to obviate the need for matrix inversion while constricting order of operations to O(n2). To demonstrate the effectiveness of the novel multi-surface model in modeling strength and damage behavior over a range of confining pressures, we provide validation against existing triaxial compression data for Tavel limestone. Model robustness and utility in damage-based element deletion is further demonstrated in finite element simulation of a projectile penetrating into limestone.
{"title":"Single objective optimization for modeling elastoplastic damage of rock","authors":"Bozo Vazic,&nbsp;Eric C. Bryant,&nbsp;Kane C. Bennett","doi":"10.1016/j.ijrmms.2025.106034","DOIUrl":"10.1016/j.ijrmms.2025.106034","url":null,"abstract":"<div><div>A unified objective optimization framework is developed for damage-coupled multisurface plasticity in the context of normal-dissipative media. The framework is shown to be advantageous in rock and soil mechanics applications to overcome difficulty associated with non-smoothness of the elastic domain due to the use of multiple intersecting yield-surfaces. The basic approach is one of mathematical programming, where the evolution of internal variables over a finite time step incrementally minimizes a suitable convex functional of the internal-energy and dissipative terms. A variant of the Broyden–Fletcher–Goldfarb–Shanno algorithm (BFGS) is employed to obviate the need for matrix inversion while constricting order of operations to <span><math><mrow><mi>O</mi><mrow><mo>(</mo><msup><mrow><mi>n</mi></mrow><mrow><mn>2</mn></mrow></msup><mo>)</mo></mrow></mrow></math></span>. To demonstrate the effectiveness of the novel multi-surface model in modeling strength and damage behavior over a range of confining pressures, we provide validation against existing triaxial compression data for Tavel limestone. Model robustness and utility in damage-based element deletion is further demonstrated in finite element simulation of a projectile penetrating into limestone.</div></div>","PeriodicalId":54941,"journal":{"name":"International Journal of Rock Mechanics and Mining Sciences","volume":"186 ","pages":"Article 106034"},"PeriodicalIF":7.0,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143103578","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fully coupled hydro-mechanical–chemical continuum modeling of fluid percolation through rock salt 岩盐流体渗流的水文-机械-化学全耦合连续模型
IF 7 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2025-02-01 DOI: 10.1016/j.ijrmms.2024.105985
Ishmael Dominic Yevugah , Xiang-Zhao Kong , Antoine B. Jacquey , Christopher P. Green , Hartmut M. Holländer , Pooneh Maghoul
In domal and bedded rock salt geothermal reservoirs, geochemical dissolution of the in-situ rock salt formation can alter fluid transport properties, thus impacting fluid flow. Coupled Hydro-mechanical–chemical (HMC) modeling is a useful tool to evaluate fluid transport through rock salt geothermal systems and to assess their economic potential. Existing continuum-based numerical simulation of fluid transport through rock salt relies on the polyhedral orientation of rock salt crystal boundaries as potential fluid pathways, employing a deformation-dependent permeability model to depict pressure-driven fluid flow through rock salt. However, this numerical approach is exclusively HM-coupled and overlooks the influence of halite dissolution/precipitation on the permeability model. This study extends the deformation-dependent permeability model to account for halite dissolution by adopting a reverse mineral growth approach. Using this extended (HMC-coupled) model, we capture the relevance of geochemical reactions on the response of rock salt formations undergoing pressure-driven fluid percolation. The resulting simulations predict a lower fluid pressure than the HM-coupled scenario, highlighting the impact of halite dissolution on fluid flow through rock salt.
在穹状和层状岩盐地热储层中,原位岩盐地层的地球化学溶蚀作用会改变流体的输运性质,从而影响流体的流动。水力-机械-化学(HMC)耦合模型是评价岩盐地热系统中流体运移和评估其经济潜力的有效工具。现有的基于连续体的岩盐流体运移数值模拟以岩盐晶界多面体取向为潜在流体路径,采用依赖于变形的渗透率模型来描述压力驱动的岩盐流体流动。然而,这种数值方法完全是hm耦合的,忽略了岩盐溶解/沉淀对渗透率模型的影响。本研究通过采用反向矿物生长方法,扩展了依赖变形的渗透率模型,以解释岩盐溶解。利用这种扩展的(hmc -耦合)模型,我们捕捉到了地球化学反应与岩盐层在压力驱动流体渗流过程中的响应的相关性。由此得出的模拟结果预测流体压力低于hm耦合情景,突出了岩盐溶解对流体流过岩盐的影响。
{"title":"Fully coupled hydro-mechanical–chemical continuum modeling of fluid percolation through rock salt","authors":"Ishmael Dominic Yevugah ,&nbsp;Xiang-Zhao Kong ,&nbsp;Antoine B. Jacquey ,&nbsp;Christopher P. Green ,&nbsp;Hartmut M. Holländer ,&nbsp;Pooneh Maghoul","doi":"10.1016/j.ijrmms.2024.105985","DOIUrl":"10.1016/j.ijrmms.2024.105985","url":null,"abstract":"<div><div>In domal and bedded rock salt geothermal reservoirs, geochemical dissolution of the in-situ rock salt formation can alter fluid transport properties, thus impacting fluid flow. Coupled Hydro-mechanical–chemical (HMC) modeling is a useful tool to evaluate fluid transport through rock salt geothermal systems and to assess their economic potential. Existing continuum-based numerical simulation of fluid transport through rock salt relies on the polyhedral orientation of rock salt crystal boundaries as potential fluid pathways, employing a deformation-dependent permeability model to depict pressure-driven fluid flow through rock salt. However, this numerical approach is exclusively HM-coupled and overlooks the influence of halite dissolution/precipitation on the permeability model. This study extends the deformation-dependent permeability model to account for halite dissolution by adopting a reverse mineral growth approach. Using this extended (HMC-coupled) model, we capture the relevance of geochemical reactions on the response of rock salt formations undergoing pressure-driven fluid percolation. The resulting simulations predict a lower fluid pressure than the HM-coupled scenario, highlighting the impact of halite dissolution on fluid flow through rock salt.</div></div>","PeriodicalId":54941,"journal":{"name":"International Journal of Rock Mechanics and Mining Sciences","volume":"186 ","pages":"Article 105985"},"PeriodicalIF":7.0,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142825393","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Feature extraction and classification for induced microseismic signals during hydraulic fracturing: Implication for coalbed methane reservoir stimulation 水力压裂诱发微震信号特征提取与分类:对煤层气储层增产的启示
IF 7 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2025-02-01 DOI: 10.1016/j.ijrmms.2024.106010
Quangui Li , Wenxi Li , Qianting Hu , Yunpei Liang , Yanan Qian , Zhizhong Jiang , Zhen Wang , Huiming Yang , Wanjie Sun
Before effectively analyzing the stimulation of coalbed methane (CBM) reservoirs using microseismic (MS) monitoring, it is necessary to accurately distinguish signals caused by hydraulic fracturing (HF) from interference signals. In this study, the Mel-frequency cepstral coefficient-fuzzy decision tree (MFCC-FDT) signal classification method was used. To minimize the loss of crucial details during preprocessing, feature extraction is accomplished by computing the MFCC values. This is followed by a decrease in the dimensionality and fuzzification of the dataset. Finally, the preprocessed data are entered into the FDT classifier that has been trained, thereby completing the automated identification of the induced signals. The proposed technique was applied to examine MS signals during the staged HF stimulation of a CBM reservoir. These findings suggest that the MFCC-FDT method outperforms the other combinations in terms of Accuracy, Precision, Recall, and F1-Score. Thirty-five interference MS events, including signals from tunneling blasts and machine operation during reservoir stimulation, were eliminated. The total stimulated reservoir volume under the MFCC-FDT technique validation was 22 966.29 m3, 1954.34 m3 less than the volume prior to the interference signals being removed. The proposed method reveals the nonlinear frequency characteristics of the induced MS signals and can be utilized to render more accurate MS signals for quantifying CBM reservoir stimulation by subsequent source inversion.
在利用微震监测技术有效分析煤层气储层增产之前,必须准确区分水力压裂引起的信号和干扰信号。本研究采用Mel-frequency倒谱系数-模糊决策树(MFCC-FDT)信号分类方法。为了减少预处理过程中关键细节的损失,特征提取是通过计算MFCC值来完成的。随之而来的是数据集的维数和模糊化的降低。最后,将预处理后的数据输入到训练好的FDT分类器中,从而完成感应信号的自动识别。该技术应用于煤层气储层分段高频增产过程中的质谱信号检测。这些结果表明,MFCC-FDT方法在准确率、精密度、召回率和F1-Score方面优于其他组合。消除了35个干扰MS事件,包括来自隧道爆破和油藏增产过程中机器操作的信号。MFCC-FDT技术验证的模拟储层总容积为22 966.29 m3,比去除干扰信号前减少了1954.34 m3。该方法揭示了诱导质谱信号的非线性频率特征,可为后续震源反演量化煤层气储层增产提供更准确的质谱信号。
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引用次数: 0
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International Journal of Rock Mechanics and Mining Sciences
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